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Enhancing Automated Machine Learning via Homogeneous Train-Test Splitting Methods

arXiv cs.LG ↗ · 2026-07-30 Cached

This paper systematically evaluates five train-test splitting strategies for AutoML, showing that geometry-based methods are less effective than random/stratified splitting in preserving distributional similarity, and proposes an Optimised-Distribution method that achieves 89% similarity.

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